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Bollinger

Latest three-month snapshot through 2026-07-28 · 1 wave. Use the controls above to change the window.

15%share of voice · 11 of 72 recommendation answers
1%named first in recommendation answers
73%positive tone · 54 of 74 coded mentions

Champagne · 1 wave · n=72 answers, pooled

By model

How often each model brings the brand up in recommendation answers.

modelshare of voiceanswers
ChatGPT13%3 of 24
Claude17%4 of 24
Gemini17%4 of 24

Share of recommendations over time

Wave-by-wave share of recommendation answers that named this brand.

waveshare of voiceanswerschange
2026-07-2815%11 of 72

What they call it

Recurring descriptions in the models' own words, grouped by theme.

In their words

74 exact quoted mentions in this snapshot, grouped by coded tone. Recent quotes are deduplicated and mixed across models.

What they recommend

“some tasters find it a bit one-note (bold, yeasty, slightly sweet) compared to smaller-production grower champagnes or other well-known houses (like Bollinger, Pol Roger, or even Moët) at similar prices”
Claude · 2026-07-28 · Champagne
“You prefer Pinot-driven, toastier Champagne—then look toward Bollinger, Charles Heidsieck, or Pol Roger instead.”
ChatGPT · 2026-07-28 · Champagne
“**Charles Heidsieck Brut Réserve** or **Bollinger Special Cuvée**. Both of these use deep reserves of older wines and offer an incredibly decadent, biscuity, high-end tasting experiences.”
Gemini · 2026-07-28 · Champagne
“Houses like Bollinger, Pol Roger, or even some non-vintage Krug can rival or beat Dom Pérignon in blind tastings for less money.”
Claude · 2026-07-28 · Champagne
“Bollinger Special Cuvée gives a fuller Pinot-led style”
ChatGPT · 2026-07-28 · Champagne

Where they hedge

“If you prefer Champagnes that taste heavily of toasted brioche, baked apple, or deep, muscular red fruits (like Bollinger), Billecart might taste "too light" or delicate for the price.”
Gemini · 2026-07-28 · Champagne
“if you want a richer, more vinous, heavily toasty Champagne, look toward Bollinger”
ChatGPT · 2026-07-28 · Champagne
“you're getting a genuinely well-made, complex, four-year-aged Champagne from a top-tier historic house at a price that's *lower* than many equivalent grand marques (Bollinger, Krug, etc.)”
Claude · 2026-07-28 · Champagne
“Bollinger Special Cuvée is a Pinot Noir–dominant, toasty, biscuity non-vintage Champagne that typically runs $60–100+ a bottle.”
Claude · 2026-07-28 · Champagne
“Bollinger is a very robust, powerful, Pinot Noir-dominant Champagne aged in oak barrels, giving it a heavy, toast-and-yeast-forward profile. Pol Roger is much brighter, fresher, more delicate, and cleaner.”
Gemini · 2026-07-28 · Champagne

The substitution map

Which competitors models suggest when shoppers ask for something cheaper.

Bollinger suggested as the cheaper alternative to
  • veuve clicquot yellow label brut ×3
  • krug grande cuvée ×2
  • bollinger special cuvée ×2
  • dom pérignon ×2
  • veuve clicquot yellow label ×1
  • veuve clicquot ×1

Where this comes from

9 of 74 mentions appear alongside an identifiable web citation. Citation does not establish causation.

cited sourcementions
reddit.com2
vinepair.com1
wineandchampagnegifts.com1
winetransit.com1
klwines.com1
princewinestore.com.au1
thekitchn.com1
vivino.com1

Where they send you

Stores and sites models name as places to buy this brand.

retailermentions
Wine1
Total Wine1
Zachys1
Binny's1
binnys1

Method: fixed shopper questions asked repeatedly to Claude, OpenAI GPT and Gemini with web search on. Shares are the percentage of recommendation answers mentioning the brand. Quotes are AI outputs; full transcripts are kept as receipts.